Peixi Liu

corrdeconv corrects deconvolution's misreading of disease cell states as abundance, overturning benchmarks and outperforming every published deconvolution method

corrdeconv corrects deconvolution errors by addressing misread disease cell states as abundance, outperforming existing methods and reducing refuted effects.

ResponseVerdict overturns computationally validated immunotherapy signatures, recovers their missed responders and outperforms every published response predictor

ResponseVerdict improves immune checkpoint blockade response prediction by outperforming existing signatures and predictors using data from prior studies.

TRUEDA overturns replicated, decontaminated low-biomass disease-microbe associations and clinical decisions, recovers true pathogens and outperforms every decontamination method

TRUEDA identifies true pathogens in low-biomass disease-microbe associations by accounting for contamination, outperforming existing decontamination methods and correcting false associations.

Incomplete references leave bulk deconvolution targets non-identifiable, but identification has a computable precision price

With an incomplete deconvolution reference, operator history changes estimates and associations, and the target is not point-identified; fitdrop scores remedies on shrinkage, coverage, certification and false certification, and prices measurements.